What is a lite model in Deep Learning?

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I wanted to know what is a lite model?

I know that a model that is easier to train and has fewer neurons is a lite model but how to say how much are these "fewer neurons"??

If I use a pre-trained model and add two Dense layers to it (where I freeze those pre-trained model layers and train only the Final two layers) can I call these a lite model as it is faster to train and inference results are also fast???

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